Spatial Predictive Modelling with R 1st Edition by Jin Li 1000542637 9781000542639

Spatial Predictive Modelling with R 1st Edition Jin Li – Ebook PDF Instant Download/Delivery ISBN(s):

Product details:
• ISBN 10:1000542637
• ISBN 13:9781000542639
• Author: Jin Li

Spatial predictive modeling (SPM) is an emerging discipline in applied sciences, playing a key role in the generation of spatial predictions in various disciplines. SPM refers to preparing relevant data, developing optimal predictive models based on point data, and then generating spatial predictions. This book aims to systematically introduce the entire process of SPM as a discipline. The process contains data acquisition, spatial predictive methods and variable selection, parameter optimization, accuracy assessment, and the generation and visualization of spatial predictions, where spatial predictive methods are from geostatistics, modern statistics, and machine learning.

Table contents:

1 Data acquisition, data quality control, and spatial reference systems

2 Predictive variables and exploratory analysis

3 Model evaluation and validation

4 Mathematical spatial interpolation methods

5 Univariate geostatistical methods

6 Multivariate geostatistical methods

7 Modern statistical methods

8 Tree-based machine learning methods

9 Support vector machines

10 Hybrids of modern statistical methods with geostatistical metho

11 Hybrids of machine learning methods with geostatistical methods

12 Applications and comparisons of spatial predictive methods

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